{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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1ZWXRojjn+6OPYs/3HnukXZGUG7Nnw48/lnxMmADrrw/16698NGiw8u0mTWCT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\n8mQYPx5+/DFu26gRHHhgfF3+gQfGoxPKlYuvzV+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jjjssuiWl1VlnncXo0aOZ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\nOZN169bRtGlT9t9//1QXJ2Xef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rAx5owx5iNjzFVO1wIAAJzHrAcAoG7c2OM9QtIbktIk\n3SypsaQPjTHx51cwxkyV9LikSZKGSiqUtMIYE+dCPQAAwFnMegAA6sBYa939Bsa0kZQnaaS1dm34\ntsOS/tNa+3/CXzeXdFTST6y18y6wKXcLBQCg7ozXBfgBsx4AEMUcmfX18RnvlgoN0uOSZIzpJqmd\npJXnV7DWFkjKlnR9PdQDAACcxawHAKAGrgZvY4yR9Lqktdba7eGb2yk0nI9WWf1o+D4AABAhmPUA\nAFxcrMvbnyWpr6ThLn8fAADgDWY9AAAX4doeb2PMm5Jul3SjtfabCncdUeg4+ZQqD0kJ3wcAACIA\nsx4AgNpxJXiHB/FdkkZbaw9UvM9am6vQ0L2pwvrNFToz6qdu1AMAAJzFrAcAoPYcP9TcGDNL0v2S\n7pRUaIw5/273SWttUfj/X5f0nDFmj6R9kl6SdEjSQqfrAQAAzmLWAwBQN45fTswYE1T1lwN5yFr7\nXxXWe0Gha3u2lLRG0mRr7Z4aNs0lRgA0aN99953++c9/6vPPP1erVq3UrVu38iUpKUmhc1yhnjXI\nJ51ZDwBoQByZ9a5fx9tBEVMoADihsLBQa9eu1apVq7Rq1Spt3LhRwWBQHTp00OnTp1VQUFC+7hVX\nXFEpiHfr1k0dO3ZUSUmJTp8+rcLCwgsuTZo00ciRI5Wenq6+ffsS4OuGJ8tZzHoAgN8QvAHAz44c\nOaL58+dr3rx5On78uJKTk2tckpKSlJOTUx60s7Ozde7cObVv317p6elKT0/X6NGj1a1bN1lrdeLE\nCeXm5la77Nu3T8XFxeW1xMfHKzExsdqloKBA2dnZKikpUXJycvn3Sk9PV/fu3QniNePJcRazHgDg\nNwRvAPCbY8eO6f3331dWVpZWr16tRo0aKSMjQz169FB+fr7y8vLKl/z8fAWDwR9sIykpSaNHjy4P\nv1dffXWdw28wGNSJEyfUpEkTJSQkqFGjms+leebMGX366afloX/9+vUKBoPq3LlzeR3Dhg1Tly5d\nFBcXV6daohzB21nMegCA3xC8AcAPCgoKtGjRImVlZWnFihUKBoMaPXq0AoGAxo0bp6SkpGofFwwG\ndfz48UpB/KqrrtKAAQMuGpTddvLkSa1Zs6Y8iG/ZskWSZIxRx44df3BY+/mlQ4cOiomJ8bT2ekbw\ndhazHgDgNwRvAPDK2bNntXTpUmVlZWnp0qUqKirS8OHDFQgEdO+996pdu3Zel+iob7/9Vlu3bq32\nsPYjR76/LHPjxo2Vnp6uZ555RqNGjWoIh6lH/Q9Yz5j1AAC/IXgDQH0qKSnRhx9+qKysLC1cuFCn\nT5/WoEGDdP/99+vHP/6xOnfu7HWJnjhz5oz27dun3Nxc7dmzR3/605+0detWDRs2TM8++6zuuOMO\nz/fgO+3kyZPat2+fBgwYQPB2FrMeAOA3BG8AcFtpaalWr16trKwsvf/++zpx4oT69u2r+++/X+PH\nj1fPnj29LtF3rLVatmyZpk+frrVr1yo1NVVTp05VIBBQbGys1+XVSlFRkfbv3/+Dvft79+5Vbm6u\nTpw4IUmy1hK8ncWsBwD4DcEbANxQVFSkDRs2aO7cuZo3b57y8vLUo0cPBQIBBQIBpaamel1ixFiz\nZo2mT5+uZcuWqWvXrnr66af10EMPKT4+3uvSJIV6vWPHDuXk5FRa9u/fX75ObGysOnfuXO1n2ocN\nG0bwdhazHgDgNwRvALgUZWVlOnTo0AUvxXX48GFJUqdOnTR+/HgFAgENHjy4IXxe2TWbN2/Wyy+/\nrPnz56tt27aaMmWKBg8efNHHNWrUSB06dFDXrl0vK6wXFBSUHwpfMWDv3r1bZWVlkqTOnTsrNTVV\nqampuvrqq9W9e/fy66HXsKeeXwpnMesBAH5D8AaAizl79qw2btyo7OxsZWdna+PGjdq3b59KS0vL\n12nfvv0P9mT27dtXQ4cOjbrPJnttz549euWVV/TnP/9ZJSUldXpsdX06vyQnJ1/wzZS9e/fq+PHj\n5dtp06aN+vXrVx6yU1NTdc0116hFixaX8iMRvJ3FrAcA+A3BGwAqCgaD2rlzp9atW1cetLdu3arS\n0lLFx8dr8ODBGjJkiHr27Fke2Lp06eKbw54bku+++04nT5686HqlpaUXDNSHDx9WdTMsJibmgoeG\n9+jRQ8nJyU7+KARvZzHrAQB+Q/AG0LDl5+eXB+zs7GytW7euPMz17t1bw4YNU1pamtLS0pSamqrG\njRt7XDGcVFxcXH4CtPz8/PLri3fq1Kk+T+JG8HYWsx4A4DcEbwANR1FRkTZt2lQpaOfm5kqS2rZt\nWx6w09LSdN1116lly5YeV4wGguDtLGY9AMBvCN4Aope1Vp9//rnmz5+vNWvWaMuWLTp37pyaNGmi\nQYMGVQraXbt25cRn8Aq/eM5i1gMA/IbgDSC6WGu1ZcsWZWVlKSsrS/v371f79u118803l4fs/v37\nKy4uzutSgfMI3s5i1gMA/MaRWV9vH4IDgAvZsWNHedjeuXOnWrdurXvvvVeBQEAjRoxQTEyM1yUC\nAAAAl4w93gDqXUlJiXbu3KmlS5cqKytLW7ZsUfPmzXXPPfcoEAjopptu4kRoiBTs8XYWsx4A4Dcc\nag7A34LBoPbu3aucnJxKy86dO8sv8XXnnXcqEAjo1ltvVdOmTb0uGagrgrezmPUAAL8heAPwj+Li\nYm3evFnZ2dnatGmTcnJy9OWXX+rs2bOSpFatWqlfv35KTU0tXwYNGqTExESPKwcuC8HbWcx6AIDf\nELwBeMNaq6+//rrSpb02b96skpISxcXFqX///urXr1+loN2uXTvOPI5oxC+1s5j1AAC/IXgDkaS4\nuFiFhYXly+nTpyt9fX4xxigxMbHGJSEhQYWFhcrLy6txyc/PV1lZ2UVrM8YoPj5eiYmJatas2QW/\nb1FRkdatW6d169bp2LFjkqSePXtWurTXgAEDOOs4GhKCt7OY9QAAvyF4A35UUFCgL7/8svzzzNu2\nbVNOTo7y8/Mv+tjGjRvLWqvS0tI6f9/GjRsrOTm50tKmTZtanaQsGAzqzJkz1b4RUHGJiYnR4MGD\nNWzYMKWlpWno0KFKSkqqc61AFCF4O4tZDwDwG4I34IZz585p9+7d2rNnT632Fp86dapS0D5w4IAk\nqVGjRurZs2f5odbdunWrtDe5uj3L50NySUnJRUNws2bNKoXsFi1acCg3UP/4o3MWsx4A4DcEb+By\nBINB7du37wdn3N6xY4fOnTtXp2116dKl0knDUlNT1bt3b87SDUQ/grezmPUAAL8heAN1cfr0aX30\n0Udavny5Nm/erC+//FKFhYWSpBYtWvzgjNu9evVSkyZNLrrdJk2acGZuoOEieDuLWQ8A8BuCN3Ax\nBw4c0JIlS7R48WKtWrVKJSUl6t27t9LS0iqF7I4dO3KYNoBLwQuHs5j1AAC/IXgDVQWDQa1fv16L\nFy/W4sWLtXXrVsXGxmrkyJEaO3asxo4dqx49enhdJoDoQfB2FrMeAOA3BG9AksrKyrR69WrNnTtX\nixYt0tGjR9WqVSvdfvvtGjt2rDIyMtSyZUuvywQQnQjezmLWAwD8huCNhisYDOqzzz5TVlaW5s+f\nr6NHj6pbt24aN26cxo4dq+HDhys2NtbrMgFEP4K3s5j1AAC/IXijYbHWatOmTfrrX/+quXPn6uDB\ng+rQoYPGjx+vQCCg6667js9pA6hvvOg4i1kPAPAbR2Y9uwThe3v37tXs2bOVlZWl3bt3q02bNrrv\nvvsUCAR0ww03qFGjRl6XCAAAAAAXxB5v+NaxY8f04osvatasWUpMTNS4ceMUCASUnp7OYeQA/II9\n3s5i1gMA/IZDzRGdiouLNXPmTL300ksqKyvTr371Kz355JOKj4/3ujQAqIrg7SxmPQDAbzjUHNHF\nWqu///3vmjp1qvbv369JkybphRdeUHJystelAQAAAMAl48Ox8IXs7GyNGDFC9913n/r06aOtW7dq\n1qxZhG4AAAAAEY/gDU/t379fDzzwgIYNG6ZTp07po48+0pIlS9S3b1+vSwMAAAAAR3CoOeqdtVYb\nNmxQZmamZs+eraSkJGVmZuonP/mJYmJivC4PAAAAABzFydVQb44dO6a//OUvyszM1LZt29SxY0c9\n+uijmjJlipo1a+Z1eQBwKTi5mrOY9QAAv+Gs5vC/YDColStXKjMzUwsWLJC1VnfeeacefvhhjRkz\nhj3cACIdwdtZzHoAgN8QvOFfBw4c0Lvvvqt3331X+/fvV9++ffXwww9r4sSJatu2rdflAYBTCN7O\nYtYDAPyGy4nBX6y1WrlypWbMmKElS5YoMTFR48eP1yOPPKK0tDQZw79PAQAAADQ8BG9ctsLCQs2Z\nM0czZszQV199pf79++vtt99WIBDgs9sAAAAAGjyCNy5Zbm6uZs6cqczMTBUUFOjuu+/WH/7wB40c\nOZK92wAAAAAQRvBGnVhr9fHHH2vGjBlatGiRWrZsqUmTJumxxx5Tly5dvC4PAAAAAHyH4I1a++ST\nTzR58mTl5OQoNTVVb731liZMmKCEhASvSwMAAAAA32rkdQHwv6KiIj399NO68cYb1bx5c61cuVJb\nt27VT3/6U0I3AAAAAFwEe7xRo02bNmnixInavXu3fve73+kXv/gF194GAAAAgDpgjzeqVVpaqmnT\npmno0KGKjY3Vhg0b9PTTTxO6AQAAAKCO2OONH9i1a5cefPBBrV+/Xs8884yef/55xcXFeV0WAAAA\nAEQk9nijnLVWM2fO1MCBA3Xs2DGtXbtW06ZNI3QDAAAAwGUgeEOSdOjQIWVkZOjxxx/XQw89pM2b\nN+v666/3uiwAAAAAiHgcag598cUXGjNmjJo2barly5crIyPD65IAAAAAIGoQvBu49evX65ZbblGf\nPn20dOlSJSUleV0SAAAAAEQVDjVvwLKzs3XzzTfrmmuu0YoVKwjdAAAAAOACgncD9dlnn+mWW25R\n//79tXz5cjVv3tzrkgAAAAAgKhG8G6BPP/1UGRkZuvbaa7Vs2TJdccUVXpcEAAAAAFGL4N3ArF27\nVhkZGRo8eLA++OADNWvWzOuSAAAAACCqEbwbkE8++US33nqrhg4dqqVLlyoxMdHrkgAAAAAg6hG8\nG4jVq1frtttu0/XXX6/FixcrISHB65IAAAAAoEEgeDcAK1eu1O23364bbrhBixYtInQDAAAAQD0i\neEe5Dz/8UHfccYdGjRqlhQsXKj4+3uuSAAAAAKBBIXhHqYMHD+rBBx9URkaG0tPTtWDBAjVt2tTr\nsgAAAACgwSF4R5lTp07p17/+tXr16qUVK1borbfe0sKFCwndAAAAAOCRWK8LgDNKS0uVmZmp3/zm\nNyooKNAvf/lLTZ06lWt0AwAAAIDH2OMdBZYvX66BAwfq0Ucf1ZgxY7Rr1y799re/JXQDAAAAgA8Q\nvCPYtm3blJGRodtuu02tW7fW+vXrNWfOHF155ZVelwYAAAAACCN4R6AvvvhCEydO1MCBA5Wbm6sF\nCxZo9erVGjJkiNelAQAAAACqIHhHiHPnzmnu3LkaPny4hgwZojVr1uj1119XTk6O7r77bhljvC4R\nAAAAAFANTq7mc/n5+Xr77bc1a9YsHT58WKNHj9aCBQs0duxYxcTEeF0eAAAAAOAiCN4+tWnTJr3x\nxht67733ZIzRxIkT9cQTT6hfv35elwYAAAAAqANjrfW6htqKmEIvhbVWe/bs0cqVK/Xee+9pzZo1\nuvLKKzV58mQ98sgjat26tdclAgB+iM/5OCuqZz0AICI5MuvZ4+2hAwcO6OOPP9aqVau0atUqHTp0\nSDExMRo5cqT+9re/6a677lJsLC0CAAAAgEjGHu96lJeXVylo79mzR8YYDRw4UOnp6UpPT9eIESO4\n/jYARA72eDsr4mc9ACDqODLrCd4uOHv2rL766ivl5ORUWg4ePChJ6tOnT3nQHjVqFIeRA0DkIng7\nK2JmPQCgwSB4e8VaqxMnTigvL095eXn65ptvtH37dm3btk05OTn6+uuvFQwGJUldu3ZVamqqUlNT\nNWDAAI0aNUrt27f3+CcAADiE4O0s38x6AADCIj94G2MmS3pKUjtJWyQ9Ya1df4HVXS30zJkz5UH6\nYkt+fr5KS0srPb5du3blAfv80rdvXw4bB4DoRvC+CD/NegAALkFkB29jzHhJf5Y0SdI6Sf8h6T5J\nvay131bzEMcKfeqpp7Rr165KYbqwsPAH67Vs2VIpKSlKTk6ucUlJSVGrVq2cKg8AEDkI3jXwctYD\nAOCQiA/en0vKttY+Gf7aSDooaYa19pVqHuJYoRMmTFBBQcEFg3Tbtm3Vpk0bxcXFOfUtAQDRieBd\nAy9nPQAADonc4G2MaSzpjKQfWWsXVbh9tqQW1tp7qnkYwxgA4DcE7wtg1gMAooQjs76RExu5BG0k\nxUg6WuX2owp9BgwAAEQ2Zj0AAGGxXhdQB+xVAAAgujHrAQBRyas93t9KKpOUUuX2FElH6r8cAADg\nMGY9AABhngRva+05SV9Iuun8beETrtwk6VMvagIAAM5h1gMA8D0vDzV/TdJsY8wX+v4SIwmSZntY\nEwAAcA6zHgAAeRi8rbXzjDFtJL2o0GFnmyVlWGvzvaoJAAA4h1kPAECIZ9fxBgAAAACgIfDq5GoA\nAAAAADQIERu8jTEjjDGLjDH/MsYEjTF3Vrk/2RgzO3x/oTHmA2PMVRXu7xJ+XFn4vxWXH1VYr5Ux\n5r+NMSeNMSeMMe8YYxLr82f1s8vtQ3idFGPMHGPMN8aY08aYL4wx46qsQx9q4FAfuhtj3jfG5IWf\n5yxjTHKVdehDDYwxzxpj1hljCowxR40xC4wxvapZ70VjzGFjzBljzEfV9KKJMWamMeZbY8wpY8zf\n6EXtOdiHnxpjPg4/x0FjTPNqtkEfXMSs9wdmvX8w773HrPePSJv3ERu8JSUq9FmxxyRVd7z8Qkld\nJY2VNFDSAUn/MMbEh+8/IKmdpPbh/7aT9LykU5KWVdjOe5L6KHQW1v8paaSkt5z9USLa5fZBkuZI\n6inpDkmpkt6XNM8YM6DCOvShZpfVB2NMgqQPJQUl3Sjpf0hqImlxle3Qh5qNkPSGpDRJN0tqLOnD\nir/vxpipkh6XNEnSUEmFklYYY+IqbOd1hZ7fHyn0HHeQ9Pcq34teXJhTfYhXaB5MU/V/VxJ9cBuz\n3h+Y9f7BvPces94/ImveW2sjflHoxePOCl/3DN/Wu8JtRtJRSf9ew3Y2Snq7wte9w9u5tsJtGZJK\nJbXz+uf223KpfVDoH0ATqmzr2/PrhH/J6YOLfZA0RtI5SYkV1mmu0DV40+nDJfeiTfg5u6HCbYcl\n/UeV5/mspB9X+LpY0j0V1rk6vJ2h9KJ++lDl8aPCfwvNq9zOjKjfPjLrfbAw6/2zMO/9sTDr/bP4\nfd5H8h7vmjRR6N2K4vM32NAzVCzphuoeYIwZrNA7g5kVbr5e0glr7aYKt/0jvO00h2uORrXtw/+T\nND58CIcxxgTCj10dvn+Y6MPlqE0f4sLrlFR4XLHCL17hr+lD3bVU6Pk5LknGmG4K7XFbeX4Fa22B\npGyFXm8kaYhCV5youM5OhfZanF+HXtTNpfShNpgR3mLW+wOz3j+Y995g1vuHr+d9tAbvHZIOSppu\njGlpjIkLH2bQSaHDzarzsKTt1trsCre1k5RXcSVrbZlCzWznfNlRp7Z9GK/QIDim0Iv/HxR6B3Bv\n+H76cHlq04fPFTr05hVjTHz4MyuvKvQacX4d+lAHxhij0GFka62128M3t1PoRfpoldWP6vvnMEVS\nSXgwXGgdelFLl9GH2qAP3mLW+wOz3j+Y9/WMWe8fkTDvozJ4W2tLJd0jqZdCT8hphQ4d+EChd/Qq\nMcY0lXS/pHfqscyoV4c+/FZSC0npkgZLek3SfGPMNfVacJSqTR+std9Kuk+hz96dlnRCoUNxNqma\nvxnUyixJfSUFvC6kgaMPUYpZ7w/Mev9g3nuCGeMfvu9FrNcFuCV8KMAgY8wVkuKstceMMZ9LWl/N\n6vcp9KH6OVVuPyKp6tkFYyQlhe/DRVysD8aY7pImS7rGWvtV+GHbjDEjw7c/Jvpw2Wrz92Ct/Yek\nnsaYJEml1toCY8w3ks7vjaAPtWSMeVPS7ZJGWGu/qXDXEYU+b5eiyu++pij0j57z68QZY5pXeSc8\nRd8/z/SiFi6zD7VBHzzGrPcHZr1/MO/rD7PePyJl3kflHu+KrLWnwi86PRX6PMX/rWa1f5e0yFp7\nrMrtn0lqaYy5tsJtNynUwGyh1mroQ4JCh4CUVXlImb7//aQPDqnN34O19nh4CKdLaitpUfgu+lAL\n4Rf/uySNttYeqHiftTZXoRfomyqs31yhzwd9Gr7pC4VO1lFxnasldVaoBxK9uCgH+lAb9MEnmPX+\nwKz3D+a9u5j1/hFR8762Z2Hz26LQ5RQGKHSSlKCkKeGvrwzff6/AEhrtAAAB10lEQVRCh9d0Czcj\nV9K8arZzlUIv/Ldc4Pt8IGmDpOskDZe0U9Icr39+vyyX2weFjrrYpdDJVa6T1F3SLxV6McqgD/XT\nh/A6/6bQC1F3Sf9LobPNvlJlHfpQcx9mKXTY3giF3k09vzStsM7/VugzjmMl9VPoH0O7FdozUXE7\nuQpd6mWwQiclWkMv6r0PKeG/o0f0/YmHBkhqRR/qrZfMeh8sl9sHMet904vwOv8m5v3l9IBZ75PF\nwV7Uy7z3/Am7jCd6VPiJKauy/Cl8/xMKnRmwKPxL/YKk2Gq2M01Sbg3fp6Wkv0g6GW7sHyUleP3z\n+2Vxog+SekiaL+kbhS43sknSA/Sh3vswPdyDIoVO0PJkNd+HPtTch+p6UCbpwSrrvaDQ5S3OSFoh\n6aoq9zdR6LqU34b/JuZLSqYX9d6H5y+wrQcrrEMf3O0ls94Hi0Mzhlnvn14w7y+vB8x6nywO9qJe\n5r0JbwgAAAAAALgg6j/jDQAAAACAlwjeAAAAAAC4iOANAAAAAICLCN4AAAAAALiI4A0AAAAAgIsI\n3gAAAAAAuIjgDQAAAACAiwjeAAAAAAC4iOANAAAAAICLCN4AAAAAALiI4A0AAAAAgIsI3gAAAAAA\nuOj/A18HZ0N8Dt77AAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x85aaad0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#Color\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "women_degrees = pd.read_csv('percent-bachelors-degrees-women-usa.csv')\n",
    "major_cats = ['Biology', 'Computer Science', 'Engineering', 'Math and Statistics']\n",
    "\n",
    "\n",
    "cb_dark_blue = (0/255, 107/255, 164/255)\n",
    "cb_orange = (255/255, 128/255, 14/255)\n",
    "\n",
    "fig = plt.figure(figsize=(12, 12))\n",
    "\n",
    "for sp in range(0,4):\n",
    "    ax = fig.add_subplot(2,2,sp+1)\n",
    "    # The color for each line is assigned here.\n",
    "    ax.plot(women_degrees['Year'], women_degrees[major_cats[sp]], c=cb_dark_blue, label='Women')\n",
    "    ax.plot(women_degrees['Year'], 100-women_degrees[major_cats[sp]], c=cb_orange, label='Men')\n",
    "    for key,spine in ax.spines.items():\n",
    "        spine.set_visible(False)\n",
    "    ax.set_xlim(1968, 2011)\n",
    "    ax.set_ylim(0,100)\n",
    "    ax.set_title(major_cats[sp])\n",
    "    ax.tick_params(bottom=\"off\", top=\"off\", left=\"off\", right=\"off\")\n",
    "\n",
    "plt.legend(loc='upper right')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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EGy99ve8R79W4xOrkeb1O5Gs555SLPP9V0DkiIiISndTXi4iIFJHXwjvyzOdq4NSc1yKd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\nnQzJlSuXypUrp9jY2POWmJgYRUREeD29wHXkiG/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lSxfOdQICSXKyNGOG9PLL0saNXs/m\n0ipVkoYPl2rV8nombuDN0S56PSRJn332mbp166adO3d6PZVz8uXLp+7du+vJJ59UoUKFvJ4OgKxD\n8IaP4zj64IMP1KNHDx09etRKzQIFCmjevHm69dZbrdQD4IKkJGnaNKl/f2nzZq9n83e33y517Sq1\nbRusF05LD4K3XfT6MLd//349+eSTmjZtmtdTuaBcuXKpTZs26tGjh2655RavpwPAfQRvSAcOHFCX\nLl308ccfW6tZpEgRLVy4UDfccIO1mgBcdOaMNGmSNGCAFB/vzRwKF5ZuvFG66Sbfn7VqSSVLejOX\nrEXwtoteH6Ycx9GkSZP01FNP6eDBg15PJ91q1qypHj16qFmzZlyIDQhdBO9wN3/+fHXq1El79+61\nVrNYsWKKi4tT2bJlrdUEkEVOn5Zmz5Y++USaN0/680/7Y0RGSrGxfwXss3+G72GXBG+76PVhaPv2\n7eratavVi8JmtWuvvVbdu3fXo48+qquvvtrr6QCwi+AdrhISEvTcc8/prbfeslq3RIkSiouLU8nw\n2EsFhLbkZOn336Xt26UdO85fzj524MD5r4mIkIoWlYoXl6691vdn6qVo0WC//ZdtBG+76PVhJCkp\nSaNHj9YLL7yg48ePez0dKyIjI9W2bVs98cQTuummm7yeDgA7CN7haMWKFWrbtq02bdpktW7JkiUV\nFxenEiVKWK0LIIAlJEh79vgOVc+Tx3dvbUL15SJ420WvDxN79+5Vy5Yt9c0333g9Fdf885//1OjR\no1WgQAGvpwIgcwje4eT06dMaMmSIBgwYoKSkJKu1y5Ytq7i4OBUrVsxqXQAIAwRvu8K614eLrVu3\nqk6dOtqxY4fXU3FdoUKFNHnyZNWvX9/rqQDIOIJ3uPjhhx/UtWtXrVu3znrtG264QQsXLlSRIkWs\n1waAMEDwtitse3242LJli+rUqRNQtwlzW86cOfXxxx+rYcOGXk8FQMYQvEPd4cOH1adPH40ZM0Zu\nbKebb75ZX375pQoWLGi9NgCECYK3XWHX68PJ5s2bVadOHe3atcv1sSpUqKBmzZrp5MmT2rp1q+Lj\n4xUfH6/Dhw+7PnZacubMqVmzZum+++7zZHwAmULwDlWO42j69Ol66qmnrF6xPKUqVapowYIFio6O\ndqU+AIQJgrddYdPrw82vv/6qOnXqaM+ePa6NUapUKbVu3VotW7ZUhQoV0lzn8OHDio+P15YtW/Th\nhx/qs88+c20+qeXIkUMzZ85UkyZNsmxMAFYQvENRfHy8HnvsMX3xxReujVGjRg19/vnnypcvn2tj\nAECYIHjbFRa9Ptxs2LBBdevWdWVnQvHixdWyZUu1atVKlStXljGX919y7dq1Gjp0qD766CMlJydb\nn19qOXLk0PTp09WsWTPXxwJgDcE7lJw+fVrDhg1T//79deLECdfGeeyxxzRs2DDlypXLtTEAIIwQ\nvO0K6V4fjn755RfVrVtX+/bts1o3d+7cGjx4sLp3764IC3dj+O233/Taa69p/PjxOnXqlIUZXlj2\n7Nk1bdo03X///a6OA8AagneoWLZsmTp37uzKxdPOKlKkiN5//33de++9ro0BAGGI4G1XyPb6cLR+\n/XrVq1dP+/fvt1q3QYMGGjNmjCu3QN2zZ4+GDx+ut99+W8eOHbNe/6yIiAhNnTpVDz74oGtjALCG\n4B3skpOTNWTIEL300kuuHt7UvHlzvfvuu9xHEgDsI3jbFXK9PlytW7dOdevW1YEDB6zVjI6O1ogR\nI9S2bdvLPqT8ch06dEijR4/W6NGjXbveTkREhCZPnqyWLVu6Uh+ANQTvYHbkyBF16NBBc+bMcW2M\nPHny6M0331SHDh1cb1AAEKZ4c7UrpHp9uFqzZo3q1aunP/74w1rNVq1a6T//+Y8KFSpkrWZ6nDp1\nSjNnztR//vMfLV++3Hr9bNmyadKkSWrdurX12gCsIXgHq19//VXNmjXTxo0bXRujRo0amjhxomJi\nYlwbAwBA8LYsZHp9uPrpp59Ur149HTx40Eq9YsWK6Z133gmI23AtW7ZMI0eO1PTp03XmzBlrdbNl\ny6YJEyaoXbt21moCsIrgHYw++eQTtWvXTkePHnWlfvbs2TVgwAD16tXLysVGAAAXRfC2KyR6fbha\ntWqV7rrrLh06dMhKvdatW+udd95RVFSUlXq27N69W2PGjNE777xj9fz1Rx99VMOGDVPevHmt1QRg\nBcE7mCQnJ+vll1/WwIEDXRujfPnymjRpkipVquTaGACA8xC87QrqXh/OVqxYobvvvluHDx+2Uq9T\np0567733lC1bNiv13JCYmKhRo0bp2WeftVYzJiZGH3zwgWrWrGmtJoBMs9LrA/fdLIQcPnxYTZo0\ncS10R0RE6Nlnn9WqVasI3QAAIEstX75cd911l7XQ3blz54AP3ZKUK1cuPfPMMxo7dqy1a+nEx8fr\nzjvvVK9evXTy5EkrNQEEBvZ4u+znn39Ws2bNtGXLFlfqV61aVWPGjNEtt9ziSn0AwEWxx9uuoOz1\n4Wzp0qVq0KCBjhw5YqVe165d9dZbbwV86E5twoQJ6tSpk2x+rq5QoYImTpzIZzzAe+zxDmSO42ja\ntGmqVq2aK6E7KipKo0eP1vfff88bMgAAyHLff/+97r77bmuhu1u3bkEZuiWpY8eOmjBhgtW7yKxf\nv15Vq1bV4MGDrV7MDYA32OPtgvXr1+vpp5/WV1995Ur9Bx98UCNGjFDRokVdqQ8ASDf2eNsVNL0+\n3H333Xe69957dezYMSv1Hn/8cY0cOTLob386efJktW/fXsnJyVbrVq9eXWPHjlVsbKzVugDShYur\nBZoDBw6oX79+euedd6y/4UpSiRIlNHr0aDVq1Mh6bQBAhgR3Sgg8Ad/rIX3zzTdq2LChjh8/bqXe\nk08+qeHDhwd96D5r6tSpatu2rSufBWvUqKFHHnlE//znP5U7d27r9QGkieAdKE6fPq233npLL7/8\nsrULi6QUERGhnj17ql+/frzJAkBgCY2kEDgCttfDZ/HixWrYsKESEhKs1OvZs6def/31kAndZ330\n0Ud66KGHlJSU5Er9PHnyqFWrVnrkkUdUrVq1kPv+AQGG4B0I5s+fr549e2rjxo2u1C9TpoymT5/O\nedwAEJj4tGtXQPZ6+Hz99de67777rIXuZ599Vq+++mrIhsYZM2aodevWroXvs2JjY/XII4+oXbt2\nKlCggKtjAWGK4O2FxMREbdiwQWvXrtW0adM0f/5818Zq3LixJk6cqHz58rk2BgAgU0IzMXgnIHo9\n/m7BggVq3ry5Tpw4YaVer169NHTo0JAN3WfNnj1bLVu2zJKLo+XIkUNVqlRRtWrVVK1aNVWvXl0l\nSpQI+e8xkAUI3q4O5jjauXOn1q1bp7Vr155bNm7c6PpvLiXp5Zdf1osvvhiUV/YEgDDCJ1q7guZD\nSTiZPHmyOnbsaC08vvDCCxo0aFDYBMIFCxaoZcuW+vPPP7N87EKFCp0L4tWqVdOtt97KDh3g8hG8\nMysxMVHbt2/X1q1btXXrVsXHx5/787fffrN2e4zLERUVpUmTJqlx48ZZPjYA4LKFR3LIOkHzoSRc\nvPHGG3r22Wet1XvxxRfVv3//sAndZ23fvl0dO3bUokWLPJ2HMUaxsbFq1KiRGjdurOrVqysi7R7g\n5AAAIABJREFUIsLTOQFBgOB9yRc4jvbu3XteqE759127dimQvv7y5ctrzpw5Klu2rNdTAQCkT3il\nB/cFTlMOc8nJyerVq5feeOMNazVffvll9evXz1q9YJOcnKyRI0fq+eefV2JiotfTkSQVKFBADRs2\nVOPGjXX33XcrKirK6ykBgYjgfTG1atXSypUrrZ2L5Lb7779f48ePV968eb2eCgAg/QjedgXNh5JQ\ndvr0aXXq1EmTJk2yVnPAgAF68cUXrdULZr/88ovatWun1atXez2V8+TIkUO1a9dW48aN1bhxY11/\n/fVeTwkIFATvi6lWrZqWL1/u1lysMcZo8ODB6t27d9gddgUAIYA3bruC5kNJqDp27JgeeOABLViw\nwFrNV155RS+88IK1eqHg9OnTGjRokF555ZUsuXZQRpQtW1bVq1c/d6G2G2+8UTly5EjXax3H0e+/\n/64dO3bo2LFj6XpN7ty5FRMTw5XZEYgI3hfTunVrTZs2za25WJE/f35NnTpVDRo08HoqAICMIXjb\nFTQfSkLR77//rkaNGmnFihXWag4dOlS9e/e2Vi/ULF++XO3atdOmTZu8nsolRUZGqnLlyucu1Fa5\ncmUdPXpU8fHxf1u2bduW4dvOVa9eXY8++qjatGmjK664wvJXAWQIwfti+vbtq8GDB7s1l0xr2rSp\nRo0apeLFi3s9FQBAxhG87QqaDyWhJj4+Xg0aNNDmzZut1XzttdesXpgtVCUkJKhPnz4aOXKk11MJ\nKFdffbW6dOmibt266dprr/V6OheUmJiob775RsuWLVO2bNmUJ08elS9fXhUqVFCRIkU4ojU0ELwv\nZuzYsercubNbc8mw2NhYjRgxQvXr1/d6KgCAzOMTlV1B86EklKxZs0b33HOP9u7da63msGHD9PTT\nT1urFw4WLlyoLl26aOvWrV5PJaBERESoRYsW6tGjh2rUqBEwQXb37t0aPny43n333QveCSk6OloV\nKlT425I/f/4sni0yieB9MXFxcapXr55bc7ls0dHRGjhwoLp06aLs2bN7PR0AgB2B8QkwdATNh5JQ\n8f333+vee++1egvVESNG6Mknn7RWL5ycOnVK48eP19tvv601a9Z4PZ2AU7FiRfXo0UOtWrVSZGSk\nJ3PYsmWLXn31VX3wwQc6depUhmpcc801KliwoHLnzp3mkidPHuXOnVsFChRQuXLlVKVKFc++Xkgi\neF/ctm3bFBMT49Zc0i0iIkLdu3dXv379FB0d7fV0AAB2EbztCpoPJaFgxYoVql+/vrXQbYzRm2++\nqe7du1upF84cx9Hq1as1btw4TZkyRX/++afXUwooBQoUUK1atc7bi1y6dOl0X/wtI9asWaOhQ4dq\n+vTpSk5Odm2ctOTKlUs1atRQ3bp1VbduXVWpUsXVrxV/Q/C+mDNnzigyMtLTK0U2aNBAw4cPV/ny\n5T2bAwDAVQRvu4LmQ0mw++mnn1S3bl0dOnTISr0cOXJo4sSJatmypZV6+EtCQoJmz56tcePGadGi\nRV5PJ2DlzJlT5cqVOxfEY2NjVbp0aV1//fW68sorM1z3u+++05AhQzRv3jyLs82cPHnyqFatWueC\n+M0336xs2bJ5Pa1QRvC+lFKlSnlynkzZsmU1bNgwNWzYMGDOQwEAuII3ebuC5kNJMPv5559Vu3Zt\nHThwwEq9vHnz6uOPPw6oU/xC1ZYtWzR+/HhNmDBBu3fv9no6QaNw4cKKiYk5bylZsqSuu+46nTx5\nUvv37z9v2bdvn/bv36/4+HitW7fO6+lfUnR0tO666y516NBB99xzD/nDPoL3pdx111366quv3JjL\n30REROjuu+9Wu3btdP/99ytnzpxZMi4AwFN8urEraD6UBKtNmzapVq1a2rdvn5V6hQoV0vz581Wp\nUiUr9ZA+Z86c0VdffaV58+bphx9+0E8//aQzZ854PS0EgPr162v8+PHcOckugveldOnSRe+99571\niURHR+umm246t9x4442KjY1V7ty5rY8FAAhoBG+7guZDSTDaunWratWqpV27dlmpV6pUKS1YsECl\nSpWyUg8Zd/LkSf34449atmzZuSU+Pt7racEjhQsX1uzZs3X77bd7PZVQYaXXh/TltUuWLJmp10dF\nRalkyZKKjY09L2hfc801HMIBAACCxo4dO1S3bl1robtSpUqaN2+eChcubKUeMicyMlK33Xabbrvt\ntnOP7d+/X8uXL9eyZcu0cOFCLV26VEG0ww2ZsG/fPtWpU0dvv/22OnXq5PV04BfSe7ynT59+0Yt8\nZM+eXSVKlDh3nkfJkiXP+3v+/PkJ2ACAi6FJ2BU0H0qCye7du1WrVi399ttvVurVr19fs2fPVt68\nea3UQ9bYv3+/5s2bp7lz5+q///2vjh075vWUkAV69OihN954g9sZZw6Hml/KypUr1bBhw78F6rN/\nL168OD+EAIDMIHjbFTQfSoLFvn37VLt2bW3cuNFKvdatW2vChAlcyybIJSYmatGiRZo7d67mzp2r\nHTt2eD0luKh+/fr66KOPuLVxxhG8AQDwGMHbLnq9RQcOHFCdOnW0fv16K/WeeuopvfHGG9y2KMQ4\njqN169Zp7ty5+uabb7R8+XIdPnzY62nBslKlSumTTz5RbGys11MJRgRvAAA8RvC2i15vybZt29Ss\nWTOtWbPGSr2BAweqb9++nIIXBpKTk7V58+bzLtS2Zs2ay75q+tVXX62YmBiVKFFCkZGRF1zv5MmT\nmj9/vhISEjI7dVxCnjx5NHnyZDVp0sTrqQQbgjcAAB4jhdhFr7dg/vz5euihh3To0CEr9V566SX1\n79/fSi0EpxMnTpx31fQdO3bo+PHjknTuekmpl8u5BsDhw4f1/vvva9SoUVyN3WXGGA0cOFAvvPAC\nv0hLP4I3AAAe41OLXfT6TEhKStLAgQM1YMAAa1ev7tWrl4YOHcoHdGSJpKQkff755xo5cqQWLlzo\n9XQuW5EiRXTHHXdo48aN2rhxY0DfW71ly5aaMGHCRY9GwDkEbwAAPEYasYten0EHDhxQ27ZttWDB\nAms1e/TooREjRhC64Yn169dr1KhR+vDDD3XixAmvp3NRJUuWVK9evdShQ4dzQfbUqVPavHmz1q9f\nf25Zt26dtm/fHjCBvGHDhpozZ45y5Mjh9VQCHcEbAACPkUjsotdnwIoVK/TAAw9YvTJ1165d9fbb\nbxO64bmDBw9q+vTp+vzzz7Vq1Srt2bPH6ymdc9NNN+n555/Xgw8+mO47JSUnJyshIUHHjx+/4HLs\n2DGtXbtWcXFx+uWXX1z9Gh5//HG9+eabro4RAgjeAAB4jFRiF73+MjiOozFjxujJJ5/UqVOnrNXt\n2LGjxo0bx9XLEZD++OMP/fzzz3/bk5yVV2KvUaOG+vTpo4YNG7r+y6m9e/fq66+/VlxcnOLi4rR1\n61brY7z//vt6+OGHrdcNIQRvAAA8RvC2i16fTgkJCerWrZs+/PBDq3VbtWqlSZMmKSIiwmpdwE2O\n42jPnj3ngviWLVsUHx+v+Ph4bdu2TYmJiZmqny1bNt14442666671KxZM9WoUcPSzC/ftm3bNHPm\nTL3wwgs6ffq0lZo5c+bUt99+q6pVq1qpF4II3gAAeIzgbRe9Ph3i4+PVtGlTrVu3zmrdFi1aaNq0\naZzviZCSnJysvXv3ngviW7duVXx8vLZv367jx48re/bsKlSokAoVKqTChQuf+3vKJTo6OuCOAFmy\nZIlatGih/fv3W6lXrFgxrVy5UkWKFLFSL8QQvAEA8BjB2y56/SVs3bpVNWvW1O7du63WbdSokWbP\nnq2cOXNarQvAPf/73//UrFkzrV692kq9GjVqKC4ujveBv7PS6wPrVzcAAABIU1JSkh566CHrofuu\nu+7SzJkz+bANBJlrr71W3377rVq1amWl3pIlS/TUU09ZqYW/I3gDAAAEgfHjx2vp0qVWazZo0EBz\n5szhXr5AkLryyis1ZcoUDR482MqF3t5++22NHTvWwsyQGoeaAwCQcRxqbhe9/gKOHj2qMmXKaN++\nfdZqPvPMMxoyZAjndAMh4rPPPlObNm109OjRTNXJmTOnFi9erOrVq1uaWdDjUHMAAIBwMGTIEGuh\nO2/evJo5c6Zef/11QjcQQu677z4tXbpUpUuXzlSdU6dOqUWLFgF1z/RQwB5vAAAyjj3edtHr07Bt\n2zaVK1cu07dEkqTY2FjNmjVL//jHPyzMDEAg2rVrlypXrpzpX9bddttt+vrrr5UrVy5LMwta7PEG\nAAAIdb1797YSutu0aaNly5YRuoEQV6xYMc2cOVPZs2fPVJ0ffvhBPXr0sDQrELwBAAAC1JIlSzR9\n+vRM1ciRI4dGjx6tSZMmKXfu3JZmBiCQ3XHHHRo5cmSm67z77rt6/PHHlZCQYGFW4Y1DzQEAyDgO\nNbeLXp9CcnKyqlevrhUrVmS4RvHixTVjxgwukgSEIcdx1LlzZ40bNy7TtcqWLauJEyeqatWqFmYW\ndDjUHAAAIFRNmTIlU6H7zjvv1OrVqwndQJgyxmj06NGqVq1apmtt2rRJt99+u1566SWdOnXKwuzC\nD3u8AQDIOPZ420Wv90tISNA//vEP7dy5M0Ovz5MnjzZv3qwiRYpYnhmAYLNr1y5VqVJFe/futVKv\nUqVK+vDDDxUbG2ulXhBgjzcAAEAoev311zMcuiWpT58+hG4AknwXW5s1a5a12weuXr1alStX1rBh\nw5ScnGylZjhgjzcAABnHHm+76PXy7Z0qW7Zshi9mdN1112njxo264oorLM8MQDAbM2aM/vWvf1mt\neeedd2rChAm6/vrrrdYNMOzxBgAACDUvvPBCpq4g/OqrrxK6AfxN165d1blzZ6s1Fy9erJtuuklT\np061WjcUsccbAICMY4+3XWHf61euXKlbb701w6+//fbb9d1338kYfjQB/F1iYqLq1KmjH374wXrt\nF198Uf379w/F9x8rXxDBGwCAjAu5TxceC+te7ziOatWqpe+++y7DNZYtWxaut/sBkE67d+9WlSpV\ntGfPHuu127Rpo/fff1+5cuWyXttDgXmouTGmjzFmuTHmiDFmnzHmY2NM2TTWG2CM2W2MSTDGfGmM\nKW17LgAAwD56vTumT5+eqdD90EMPEboBXFLRokU1a9YsV05JmTJliurXr68DBw5Yrx3s3DjHu6ak\nNyVVk1RfUg5J/zXGnNuyxpjekh6X1EVSVUnHJS0wxuR0YT4AAMAuer0lJ06c0KRJk1SnTh21atUq\nw3WuuOIKDRkyxOLMAISy2267TV9++aWuuuoq67W/++473Xbbbdq8ebP12sHM9UPNjTEFJO2XVMtx\nnO/8j+2W9JrjOMP9/46StE9SB8dxpl+gVFgffgYACEgcai56fUasXr1a48aN0+TJk/Xnn39mut5L\nL72k/v37W5gZgHCyZcsWtW/f3pVzvqOjozVnzhzVrFnTeu0sFpiHmqfhKvka6UFJMsbESCoiaeHZ\nFRzHOSJpmaTbsmA+AADALnp9Ohw5ckSjRo1SxYoVVblyZb311ltWQnfRokXVq1cvCzMEEG5Kly6t\nb775RoMHD7Z2n++zDh48qPr162vKlClW6wYrV4O38V3SboSk7xzH+cX/cBH5mvO+VKvv8z8HAACC\nBL3+0hzH0ZgxY1SyZEk98cQT+umnn6zWHzx4sHLnzm21JoDwkT17dvXp00fLly9XhQoVrNY+deqU\nHnroIQ0cOFBBdFFvV7i9x/stSTdIyvhJSwAAIJDR6y/CcRw99dRT+te//qU//vjDev3KlSurXbt2\n1usCCD+33HKLVq5cqV69elm/JdhLL72kdu3aaefOnVbrBhPXgrcxZpSkhpJqO46T8lr1e+U7Tr5w\nqpcU9j8HAACCAL3+0p5//nmNHDnStfrDhw9XtmxZceYggHCQK1cu/fvf/9bixYsVExNjtfbkyZN1\n/fXXq2XLllqyZInVPeCO42jfvn1asWKFVq1apY0bNyohISFDtRITE7V48WL169fP6vnprlxczd+I\nm0q603GcrWk8f6ELrrR3HGfGBcqG97EJAIBAFLYXV6PXX9q///1vPf/8867Vf+CBBzRjxoW+lQCQ\nOUePHtUzzzyj9957z5X6lSpVUo8ePdSyZUtFRkZecv0jR44oPj5e8fHx2rp167m/x8fHa9u2bX8L\n2hEREbrxxhtVrVq1c0u5cuX+9svKM2fOaNWqVYqLi1NcXJy+++47nTx58tzzjuNY6fXWg7cx5i1J\nrSU1kbQpxVN/Oo5z0r9OL0m9JXWUtE3SQEmxkmIdxzl1gdIh1YwBACEhLIM3vf7S3n33XXXt2tW1\n+jlz5tSGDRtUsmRJ18YAAEn6/PPP1b59ex08eNCV+gULFlTXrl0VGxur/fv3X3A5evRopseKiorS\nrbfeqmrVqil//vxavHixFi9efNHagRy8k5V243zYcZwPU6z3snz39rxK0reSujuOs+UipUOmGQMA\nQka4Bm96/UV89NFHat26tasXEurVq5f+/e9/u1YfAFLatGmTGjVqpC1bLvYWHpoCNni7KGgmCgAI\nG2EZvF0U9L3+iy++UJMmTXT69GnXxqhataoWL16crkMzAcCWAwcOqFmzZlqyZInXU8lStoI3V+MA\nAACwYMmSJWrRooWroTsmJkYff/wxoRtAlitQoIC++uortW7d2uupBCWCNwAAQCatWbNGjRo10okT\nJ1ypnzNnTvXt21fr169X0aJFXRkDAC4lMjJSkydP1v/93/95PZWgw6HmAABkHIea2xWUvX7z5s2q\nWbOm9u3bZ712bGysHnnkEbVt21YFCxa0Xh8AMmrChAnq3Lmzzpw54/VUXMU53gAAeI/gbVfQ9fpd\nu3apRo0a2r59u7WaefLkUevWrfXII4+oatWqMoYfMwCBKS4uTvfff78OHz7s9VRcQ/AGAMB7JCK7\ngqrXb9y4US1atNCGDRus1Lvjjjv0yCOP6MEHH1Tu3Lmt1AQAt23YsEGNGjVSfHy811NxBcEbAADv\nEbztCopef+rUKb366qsaOHCgTp260C3J0y8qKkoLFixQ9erVLcwOALLe/v371bx5c33//fdeT8U6\nrmoOAACQxVasWKEqVaroxRdftBK6IyMj9dlnnxG6AQS1QoUKafHixRoxYoTy5Mnj9XQCEnu8AQDI\nOPZ42xWwvf748eN66aWXNGLECCUnJ1upmT17ds2ZM0eNGjWyUg8AAsGhQ4f0/vvva9SoUdq2bZvX\n08k0DjUHAMB7BG+7ArLXL1y4UJ07d7Z6/qIxRpMnT+Z+uABCVlJSkj777DONHDlScXFxXk8nwzjU\nHAAAwEWHDh1Sp06dVL9+fesXDRo9ejShG0BIi4iIUNOmTbVw4UKtW7dOXbp00RVXXOHaeFdffbWq\nVKmi22+/3co45cqV02OPPWZhZj7s8QYAIOPY421XQPT6pKQkTZgwQX379nXl3tyDBg1S3759rdcF\ngEB38OBBjRs3TqNGjdKOHTvS/bps2bKpQIECKly4sK6//nrFxMT8bcmbN++59c+cOaP169dr2bJl\n55YNGzboYtm3RIkSqlevnurWras6deqoaNGiZ5/iUHMAADxG8LbL817/1Vdf6ZlnntHatWtdqd+z\nZ0+9/vrr3JsbQFg7c+aMFi1apPnz52vXrl06ffq0ChQooEKFCqW5REdHKyIiIlNj/vnnn1q5cqWW\nLVumzZs369ChQypevLhuueUW1atXTzExMRd6KcEbAACPkZ7s8qzX//LLL3ruuec0b94818bo1KmT\nxo4dS+gGgOBC8AYAwGMkKLuyvNfv379f/fr103vvvaekpCTXxmnRooU++ugjZc+e3bUxAACuIHgD\nAOAxgrddl93rly5dquPHj2dosOXLl2vIkCE6evRohl6fXvfee68+/vhj5cqVy9VxAACuIHgDAOAx\ngrddl93rK1SooJ9//tmNuVjx1FNP6bXXXmNPNwAELyu9ni4AAABgWenSpTV27FjdeeedXk8FABAA\nuI83AACAJREREerdu7fWrl1L6AYAnMMebwAAAAsqVqyosWPHqlKlSl5PBQAQYNjjDQAAkAmRkZEa\nOnSoli1bRugGAKSJPd4AAAAZdOedd+q9995TmTJlvJ4KACCAsccbAADgMkVFRWnMmDGKi4sjdAMA\nLongDQAAkE7GGD388MPasGGDunTpomzZ+CgFALg0DjUHAABIh3r16un111/XLbfc4vVUAABBhuAN\nAABwEeXKldPrr7+uhg0byhjj9XQAAEGI46MAAADSUKBAAY0ePVpr165Vo0aNCN0AgAxjjzcAAEAK\nuXLl0lNPPaU+ffooX758Xk8HABACCN4AAACSIiIi1KpVKw0aNEjXX3+919MBAIQQgjcAAAhaTZs2\nVZUqVTJVIzo6WqVLl1bz5s11zTXXWJoZAAB/MY7jeD2H9AqaiQIAwgYn/dpFrwcABBorvZ6LqwEA\nAAAA4CKCNwAAAAAALiJ4AwAAAADgIoI3AAAAAAAuIngDAAAAAOAigjcAAAAAAC4ieAMAAAAA4CKC\nNwAAAAAALiJ4AwAAAADgIoI3AAAAAAAuIngDAAAAAOAigjcAAAAAAC4ieAMAAAAA4CKCNwAAAAAA\nLiJ4AwAAAADgIoI3AAAAAAAuIngDAAAAAOAigjcAAAAAAC4ieAMAAAAA4CKCNwAAAAAALiJ4AwAA\nAADgIoI3AAAAAAAuIngDAAAAAOAigjcAAAAAAC4ieAMAAAAA4CKCNwAAAAAALiJ4AwAAAADgIoI3\nAAAAAAAuIngDAAAAAOAigjcAAAAAAC4ieAMAAAAA4CKCNwAAAAAALiJ4AwAAAADgIoI3AAAAAAAu\nIngDAAAAAOAigjcAAAAAAC4ieAMAAAAA4CKCNwAAAAAALiJ4AwAAAADgIoI3AAAAAAAuIngDAAAA\nAOAigjcAAAAAAC4ieAMAAAAA4CKCNwAAAAAALvI0eBtjuhtj4o0xJ4wxS40xt3o5HwAAYBe9HgAA\nD4O3MaalpDck9ZNUUdIaSQuMMQW8mhMAALCHXg8AgI9xHMebgY1ZKmmZ4zhP+v9tJP1P0kjHcV5N\n4yXeTBQAgAszXk8gkNHrAQAhwEqv92SPtzEmh6TKkhaefczx/QbgK0m3eTEnAABgD70eAIC/eHWo\neQFJEZL2pXp8n6QiWT8dAABgGb0eAAC/7F5P4DJwOB8AAKGNXg8ACEle7fE+IClJUuFUjxeWtDfr\npwMAACyj1wMA4OdJ8HYc57SkVZLqnX3Mf8GVepK+92JOAADAHno9AAB/8fJQ82GSJhhjVklaLulp\nSVdKmuDhnAAAgD30egAA5GHwdhxnuv8+ngPkO+zsJ0kNHMf53as5AQAAe+j1AAD4eHYfbwAAAAAA\nwoFXF1cDAAAAACAsBG3wNsbUNMZ8aozZZYxJNsY0SfV8IWPMBP/zx40x84wxpVM8X8L/uiT/nymX\n+1Osl98YM9kY86cx5pAxZqwxJndWfq2BLLPbwb9OYWPMRGPMHmPMMWPMKmNMi1TrsB0uwtJ2KGmM\nmW2M2e//Pk8zxhRKtQ7b4SKMMX2MMcuNMUeMMfuMMR8bY8qmsd4AY8xuY0yCMebLNLZFLmPMaGPM\nAWPMUWPMTLZF+lncDp2NMV/7v8fJxpioNGqwHVxErw8M9PrAQb/3Hr0+cARbvw/a4C0pt3znij0m\nKa3j5T+RdL2kxpJukbRD0lfGmCv8z++QVETSNf4/i0jqJ+mopPkp6kyRVF6+q7A2klRL0hi7X0pQ\ny+x2kKSJkspIuk9SBUmzJU03xtycYh22w8VlajsYY66U9F9JyZJqS7pdUi5Jc1PVYTtcXE1Jb0qq\nJqm+pByS/pvy590Y01vS45K6SKoq6bikBcaYnCnqjJDv+3u/fN/jopJmpRqLbXFhtrbDFfL1g1eU\n9v8rie3gNnp9YKDXBw76vffo9YEjuPq94zhBv8j35tEkxb/L+B8rl+IxI2mfpE4XqbNa0rsp/l3O\nX6diiscaSDojqYjXX3egLRndDvJ9AHooVa0DZ9fx/5CzHVzcDpLulnRaUu4U60TJdw/eumyHDG+L\nAv7v2R0pHtst6elU3+cTkv6Z4t+JkpqnWOcf/jpV2RZZsx1Svf5O//+FqFSP0yOydjvS6wNgodcH\nzkK/D4yFXh84S6D3+2De430xueT7bUXi2Qcc33coUdIdab3AGFNZvt8Mjkvx8G2SDjmO82OKx77y\n165mec6hKL3bYYmklv5DOIwxppX/tYv8z1cX2yEz0rMdcvrXOZXidYnyv3n5/812uHxXyff9OShJ\nxpgY+fa4LTy7guM4RyQtk+/9RpKqyHfHiZTr/CrfXouz67AtLk9GtkN60CO8Ra8PDPT6wEG/9wa9\nPnAEdL8P1eC9UdL/JA0xxlxljMnpP8yguHyHm6XlEUm/OI6zLMVjRSTtT7mS4zhJ8m3MIvanHXLS\nux1aytcI/pDvzf9t+X4DuNX/PNshc9KzHZbKd+jNq8aYK/znrLwu33vE2XXYDpfBGGPkO4zsO8dx\nfvE/XES+N+l9qVbfp7++h4UlnfI3hgutw7ZIp0xsh/RgO3iLXh8Y6PWBg36fxej1gSMY+n1IBm/H\ncc5Iai6prHzfkGPyHTowT77f6J3HGBMpqbWksVk4zZB3GdthkKR8kupKqixpmKQZxpjYLJ1wiErP\ndnAc54CkB+U79+6YpEPyHYrzo9L4P4N0eUvSDZJaeT2RMMd2CFH0+sBArw8c9HtP0GMCR8Bvi+xe\nT8At/kMBKhlj8krK6TjOH8aYpZJWpLH6g/KdVD8x1eN7JaW+umCEpGj/c7iES20HY0xJSd0lxTqO\ns8H/snXGmFr+xx8T2yHT0vP/wXGcrySVMcZESzrjOM4RY8weSWf3RrAd0skYM0pSQ0k1HcfZk+Kp\nvfKdb1dY5//2tbB8H3rOrpPTGBOV6jfhhfXX95ltkQ6Z3A7pwXbwGL0+MNDrAwf9Puussrg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UVEREREpEz07t0bYwxdu3alYsWKeR7r1asXxhiqV69Ox44d8zz22muvcf/997Nw4UJu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\n/w/8XTRldlIgAQAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x89f3cd0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#Setting Line Width\n",
    "cb_dark_blue = (0/255, 107/255, 164/255)\n",
    "cb_orange = (255/255, 128/255, 14/255)\n",
    "\n",
    "fig = plt.figure(figsize=(12, 12))\n",
    "\n",
    "for sp in range(0,4):\n",
    "    ax = fig.add_subplot(2,2,sp+1)\n",
    "    # Set the line width when specifying how each line should look.\n",
    "    ax.plot(women_degrees['Year'], women_degrees[major_cats[sp]], c=cb_dark_blue, label='Women', linewidth=10)\n",
    "    ax.plot(women_degrees['Year'], 100-women_degrees[major_cats[sp]], c=cb_orange, label='Men', linewidth=10)\n",
    "    for key,spine in ax.spines.items():\n",
    "        spine.set_visible(False)\n",
    "    ax.set_xlim(1968, 2011)\n",
    "    ax.set_ylim(0,100)\n",
    "    ax.set_title(major_cats[sp])\n",
    "    ax.tick_params(bottom=\"off\", top=\"off\", left=\"off\", right=\"off\")\n",
    "\n",
    "plt.legend(loc='upper right')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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IvAB8hV5sHkTeuS8WonNzXSki29AO6W+cb1Jpn3hi7Ae0zXGLNxp8N/BZjGN+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DZygRDCFuncdeTixYt06tSJ3bt3W92fK1cu3nzzTSpWrMiJEycICwvj+PHjnDp1yuY5W7ZsyahR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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x89f31d0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "stem_cats = ['Engineering', 'Computer Science', 'Psychology', 'Biology', 'Physical Sciences', 'Math and Statistics']\n",
    "fig = plt.figure(figsize=(18, 3))\n",
    "\n",
    "for sp in range(0,6):\n",
    "    ax = fig.add_subplot(1,6,sp+1)\n",
    "    ax.plot(women_degrees['Year'], women_degrees[stem_cats[sp]], c=cb_dark_blue, label='Women', linewidth=3)\n",
    "    ax.plot(women_degrees['Year'], 100-women_degrees[stem_cats[sp]], c=cb_orange, label='Men', linewidth=3)\n",
    "    for key,spine in ax.spines.items():\n",
    "        spine.set_visible(False)\n",
    "    ax.set_xlim(1968, 2011)\n",
    "    ax.set_ylim(0,100)\n",
    "    ax.set_title(stem_cats[sp])\n",
    "    ax.tick_params(bottom=\"off\", top=\"off\", left=\"off\", right=\"off\")\n",
    "\n",
    "plt.legend(loc='upper right')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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IvAB8hV5sHkTeuS8WonNzXSki29AO6W+cb1Jpn3hi7Ae0zXGLNxp8N/BZjGN+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DZygRDCFuncdeTixYt06tSJ3bt3W92fK1cu3nzzTSpWrMiJEycICwvj+PHjnDp1yuY5W7ZsyahR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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x6e90470>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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azkfi8fHP6Pr3K/y7mu04WhcB20WxmXiLYjvgOPz8cFvSuhPwh9CX4p1Z5kVv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\ntKtRbAoqUsMKvWU2v7H7xBNw7LGl573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CHHFE6Zv7hg29sbtfv7wVa40RI7xxPTU9SsI2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\nlhcooAeyT51K2fEyZ9bf3eJ/ZnJ3h2rVoEMHSzwBJwPauPIFQoikSec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9n8OHD7Nx40Yu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\nERERERERcQQ1tEVERERERERERETEEf4fEOIPuGr5V/MAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x6d7c310>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize=(18, 3))\n",
    "\n",
    "for sp in range(0,6):\n",
    "    ax = fig.add_subplot(1,6,sp+1)\n",
    "    ax.plot(women_degrees['Year'], women_degrees[stem_cats[sp]], c=cb_dark_blue, label='Women', linewidth=3)\n",
    "    ax.plot(women_degrees['Year'], 100-women_degrees[stem_cats[sp]], c=cb_orange, label='Men', linewidth=3)\n",
    "    for key,spine in ax.spines.items():\n",
    "        spine.set_visible(False)\n",
    "    ax.set_xlim(1968, 2011)\n",
    "    ax.set_ylim(0,100)\n",
    "    ax.set_title(stem_cats[sp])\n",
    "    ax.tick_params(bottom=\"off\", top=\"off\", left=\"off\", right=\"off\")\n",
    "plt.legend(loc='upper right')\n",
    "plt.show()\n",
    "fig = plt.figure(figsize=(18, 3))\n",
    "\n",
    "for sp in range(0,6):\n",
    "    ax = fig.add_subplot(1,6,sp+1)\n",
    "    ax.plot(women_degrees['Year'], women_degrees[stem_cats[sp]], c=cb_dark_blue, label='Women', linewidth=3)\n",
    "    ax.plot(women_degrees['Year'], 100-women_degrees[stem_cats[sp]], c=cb_orange, label='Men', linewidth=3)\n",
    "    for key,spine in ax.spines.items():\n",
    "        spine.set_visible(False)\n",
    "    ax.set_xlim(1968, 2011)\n",
    "    ax.set_ylim(0,100)\n",
    "    ax.set_title(stem_cats[sp])\n",
    "    ax.tick_params(bottom=\"off\", top=\"off\", left=\"off\", right=\"off\")\n",
    "    \n",
    "    if sp == 0:\n",
    "        ax.text(2005, 87, 'Men')\n",
    "        ax.text(2002, 8, 'Women')\n",
    "    elif sp == 5:\n",
    "        ax.text(2005, 62, 'Men')\n",
    "        ax.text(2001, 35, 'Women')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
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